The notifications on Emily’s phone were relentless. Each one a fresh stab of anxiety. A Facebook friend request, a mocking comment on a picture, an anonymous message filled with cruel laughter. The diary, detailing her artistic ambitions and her romantic insecurities, was everywhere.

She curled up on her bed, pulling the covers over her head, as if she could hide from the digital onslaught. Her breath hitched, her heart thudding a frantic rhythm against her ribs. She felt trapped, suffocated by the attention she never asked for.

Tears streamed down her face, soaking into her pillow. She felt utterly helpless. Her carefully cultivated image of strength and independence had been ripped away, exposing her vulnerabilities to the unforgiving world.

Emotion: tormented

Cluster: Fear / Anxiety
PC1 (Valence): -3.33 Negative
PC2 (Disposition): -0.70

Role in Research

This story is one of 1,000 stories generated for the emotion tormented. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 tormented stories, after denoising with neutral dialogue baselines, produces the tormented emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the tormented vector is projected through the unembedding matrix.

Promoted:
无法0.406
😞0.399
每一次0.378
無法0.369
S0.353
Suppressed:
la-0.803
de-0.755
a-0.407
B-0.404
l-0.354